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+---
+title: "Transform the provided clothing product image."
+contributor: "@ayoubelouardi3710@gmail.com"
+tags: #general, #ayoubelouardi3710gmailcom
+---
+
+{
+  "model": "nano-banana",
+  "task": "image_to_image_product_transformation",
+
+  "objective": "Transform the provided clothing product image into a luxury studio ghost-mannequin presentation where the garment appears naturally worn and volumetric, as if inflated with air on an invisible mannequin. Preserve the exact identity of the original product with zero alterations.",
+
+  "input_description": {
+    "source_image_type": "flat lay clothing product photo",
+    "background": "white background",
+    "product_category": "general clothing (t-shirts, jackets, hoodies, pants, denim, vests, etc)"
+  },
+
+  "transformation_rules": {
+    "garment_structure": "inflate the garment as if worn by an invisible mannequin, creating natural body volume and shape while keeping the interior empty",
+    "mannequin_style": "luxury ghost mannequin used in high-end fashion e-commerce photography",
+    "fabric_condition": "perfectly ironed fabric with subtle natural folds that reflect realistic garment tension",
+    "pose": "natural wearable garment shape as if placed on a torso or body form, but with no visible mannequin or human presence",
+    "center_alignment": "the garment must remain perfectly centered in the frame",
+    "framing": "clean product catalog composition with balanced margins on all sides",
+    "background": "pure white professional studio background (#FFFFFF) with no gradients, textures, props, or shadows except a very soft natural grounding shadow"
+  },
+
+  "lighting": {
+    "style": "high-end fashion e-commerce studio lighting",
+    "direction": "soft frontal lighting with balanced fill light",
+    "goal": "highlight fabric texture, stitching, seams, and garment structure",
+    "shadow_control": "minimal soft shadow directly beneath garment for realism",
+    "exposure": "clean bright exposure without overblown highlights or crushed shadows"
+  },
+
+  "identity_preservation": {
+    "color": "preserve the exact original color values",
+    "texture": "preserve the exact fabric texture and weave",
+    "logos": "preserve existing logos exactly if present",
+    "stitching": "preserve stitching patterns exactly",
+    "details": "preserve pockets, buttons, zippers, seams, embroidery, tags, and all construction details exactly"
+  },
+
+  "strict_prohibitions": [
+    "do not add new logos",
+    "do not remove existing logos",
+    "do not change garment color",
+    "do not alter stitching",
+    "do not modify pockets",
+    "do not modify garment design",
+    "do not invent new fabric textures",
+    "do not change garment proportions",
+    "do not add accessories",
+    "do not add a human model",
+    "do not add a mannequin",
+    "do not add props or scenery",
+    "do not crop the garment"
+  ],
+
+  "fabric_realism": {
+    "structure": "realistic garment volume based on clothing physics",
+    "folds": "subtle natural folds caused by gravity and body form",
+    "tension": "light tension around chest, shoulders, waist, or hips depending on garment type",
+    "fabric_behavior": "respect real textile behavior such as denim stiffness, cotton softness, or knit flexibility"
+  },
+
+  "composition_requirements": {
+    "camera_angle": "straight-on front-facing catalog angle",
+    "symmetry": "balanced and professional e-commerce alignment",
+    "product_visibility": "entire garment fully visible without cropping",
+    "catalog_standard": "consistent framing suitable for automated product galleries"
+  },
+
+  "quality_requirements": {
+    "style": "luxury fashion e-commerce photography",
+    "sharpness": "high-detail crisp garment texture",
+    "resolution": "high resolution suitable for product zoom",
+    "cleanliness": "no dust, wrinkles, artifacts, distortions, or AI hallucinations"
+  },
+
+  "pipeline_goal": {
+    "use_case": "360-degree product rotation pipeline",
+    "consistency_requirement": "garment structure, lighting, and proportions must remain stable and repeatable across multiple angles",
+    "output_type": "professional e-commerce catalog image"
+  }
+}